A method of fast erasing a low-current EEPROM array. The EEPROM array comprises bit line groups, word lines, common source lines, and sub-memory arrays. Each sub-memory array includes a first memory cell and a second memory cell. The first memory cell is connected with one bit line of a first bit line group, a first common source line, and a first word line. The second memory cell is connected with the other bit line of the first bit line group, the first common source line, and a second word line. The first and second memory cells are operation memory cells and symmetrically arranged at two sides of the first common source line. The source or the drain is floated during erasing to perform the fast bytes-erasing with low current, low voltage and low cost.